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But could this energy-saving heuristic also apply to aesthetic pleasure? We test this hypothesis using both an in silico model of the visual system (VGG19) and human observers, finding strong evidence in both. First, we measure the proxy for metabolic cost incurred by VGG19\u2014either pretrained for object and scene categorization or randomly initialized\u2014as it processes 4,914 images of objects and scenes, revealing an inverse relationship between aesthetic preferences and metabolic cost, and only in the pretrained model. Next, we compare aesthetic ratings of visual stimuli to metabolic activity in the human visual system, measured via the blood oxygen level-dependent signal during functional magnetic resonance imaging. We observe the same inverse relationship between blood oxygen level dependent signals and aesthetic preferences in both early visual regions (V1, V2, and V4) and higher-level regions (fusiform face area, occipital place area, and parahippocampal place area). These findings suggest that aesthetic preferences may at least partially arise from an affective heuristic favoring low-energy states, and they offer a unified framework linking empirical evidence on visual discomfort with theories of processing fluency, image complexity, and prototypicality, providing a straightforward model for understanding aesthetic judgments.<\/jats:p>","DOI":"10.1093\/pnasnexus\/pgaf347","type":"journal-article","created":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T13:01:34Z","timestamp":1764680494000},"source":"Crossref","is-referenced-by-count":10,"title":["Less is more: Aesthetic liking is inversely related to metabolic expense by the visual system"],"prefix":"10.1093","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3498-3557","authenticated-orcid":false,"given":"Yikai","family":"Tang","sequence":"first","affiliation":[{"name":"Department of Psychology, University of Toronto, 100 St. George Street, Toronto, ON, Canada M5S 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